{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n",
"\n",
"Source: [Disclosure Avoidance for the 2020 Census: An Introduction.](https://www2.census.gov/library/publications/decennial/2020/2020-census-disclosure-avoidance-handbook.pdf)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## How will Differential Privacy Affect the Utility of Census Data?\n",
"\n",
"Because differential privacy requires adding statistical noise to census data to protect privacy, it is natural to wonder how the use of the privacy protection system may affect the utility of census data. In the years 2020 and 2021, the Census Bureau released a set of [demonstration data](https://www.census.gov/programs-surveys/decennial-census/decade/2020/planning-management/process/disclosure-avoidance/2020-das-development.html) to help users explore the impact of differential privacy on the utility and accuracy of census data. The demonstration data are a differentially private version of the 2010 Census data. To facilitate comparisons, the demonstration data are linked to the original 2010 Census Summary File 1 to form the [IPUMS NHGIS Privacy-Protected 2010 Census Demonstration Data](https://www.nhgis.org/privacy-protected-2010-census-demonstration-data) product. We retrieve this data product to demonstrate the impact of differential privacy at different geographic levels in this notebook.\n",
"\n",
"Using the original 2010 Census Summary File 1 data, the code below generates maps of the percentage of Black or African Americans at the block group level in Ohio."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"